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https://github.com/crewAIInc/crewAI.git
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Emit events about Agent eval (#3168)
* feat: emit events abou Agent Eval We are triggering events when an evaluation has started/completed/failed * style: fix type checking issues
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@@ -11,9 +11,13 @@ from crewai.experimental.evaluation import (
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ToolSelectionEvaluator,
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ParameterExtractionEvaluator,
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ToolInvocationEvaluator,
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ReasoningEfficiencyEvaluator
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ReasoningEfficiencyEvaluator,
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MetricCategory,
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EvaluationScore
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)
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from crewai.utilities.events.agent_events import AgentEvaluationStartedEvent, AgentEvaluationCompletedEvent, AgentEvaluationFailedEvent
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from crewai.utilities.events.crewai_event_bus import crewai_event_bus
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from crewai.experimental.evaluation import create_default_evaluator
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class TestAgentEvaluator:
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@@ -102,28 +106,57 @@ class TestAgentEvaluator:
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goal="Complete test tasks successfully",
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backstory="An agent created for testing purposes",
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)
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agent_evaluator = AgentEvaluator(agents=[agent], evaluators=[GoalAlignmentEvaluator()])
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agent.kickoff(messages="Complete this task successfully")
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with crewai_event_bus.scoped_handlers():
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events = {}
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@crewai_event_bus.on(AgentEvaluationStartedEvent)
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def capture_started(source, event):
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events["started"] = event
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results = agent_evaluator.get_evaluation_results()
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@crewai_event_bus.on(AgentEvaluationCompletedEvent)
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def capture_completed(source, event):
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events["completed"] = event
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assert isinstance(results, dict)
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@crewai_event_bus.on(AgentEvaluationFailedEvent)
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def capture_failed(source, event):
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events["failed"] = event
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result, = results[agent.role]
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assert isinstance(result, AgentEvaluationResult)
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agent_evaluator = AgentEvaluator(agents=[agent], evaluators=[GoalAlignmentEvaluator()])
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assert result.agent_id == str(agent.id)
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assert result.task_id == "lite_task"
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agent.kickoff(messages="Complete this task successfully")
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goal_alignment, = result.metrics.values()
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assert goal_alignment.score == 2.0
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assert events.keys() == {"started", "completed"}
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assert events["started"].agent_id == str(agent.id)
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assert events["started"].agent_role == agent.role
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assert events["started"].task_id is None
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assert events["started"].iteration == 1
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expected_feedback = "The agent did not demonstrate a clear understanding of the task goal, which is to complete test tasks successfully"
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assert expected_feedback in goal_alignment.feedback
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assert events["completed"].agent_id == str(agent.id)
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assert events["completed"].agent_role == agent.role
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assert events["completed"].task_id is None
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assert events["completed"].iteration == 1
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assert events["completed"].metric_category == MetricCategory.GOAL_ALIGNMENT
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assert isinstance(events["completed"].score, EvaluationScore)
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assert events["completed"].score.score == 2.0
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assert goal_alignment.raw_response is not None
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assert '"score": 2' in goal_alignment.raw_response
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results = agent_evaluator.get_evaluation_results()
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assert isinstance(results, dict)
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result, = results[agent.role]
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assert isinstance(result, AgentEvaluationResult)
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assert result.agent_id == str(agent.id)
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assert result.task_id == "lite_task"
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goal_alignment, = result.metrics.values()
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assert goal_alignment.score == 2.0
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expected_feedback = "The agent did not demonstrate a clear understanding of the task goal, which is to complete test tasks successfully"
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assert expected_feedback in goal_alignment.feedback
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assert goal_alignment.raw_response is not None
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assert '"score": 2' in goal_alignment.raw_response
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_eval_specific_agents_from_crew(self, mock_crew):
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@@ -140,25 +173,106 @@ class TestAgentEvaluator:
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mock_crew.agents.append(agent)
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mock_crew.tasks.append(task)
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agent_evaluator = AgentEvaluator(agents=[agent], evaluators=[GoalAlignmentEvaluator()])
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with crewai_event_bus.scoped_handlers():
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events = {}
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@crewai_event_bus.on(AgentEvaluationStartedEvent)
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def capture_started(source, event):
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events["started"] = event
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mock_crew.kickoff()
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@crewai_event_bus.on(AgentEvaluationCompletedEvent)
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def capture_completed(source, event):
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events["completed"] = event
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results = agent_evaluator.get_evaluation_results()
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@crewai_event_bus.on(AgentEvaluationFailedEvent)
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def capture_failed(source, event):
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events["failed"] = event
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assert isinstance(results, dict)
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assert len(results.keys()) == 1
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result, = results[agent.role]
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assert isinstance(result, AgentEvaluationResult)
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agent_evaluator = AgentEvaluator(agents=[agent], evaluators=[GoalAlignmentEvaluator()])
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mock_crew.kickoff()
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assert result.agent_id == str(agent.id)
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assert result.task_id == str(task.id)
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assert events.keys() == {"started", "completed"}
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assert events["started"].agent_id == str(agent.id)
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assert events["started"].agent_role == agent.role
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assert events["started"].task_id == str(task.id)
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assert events["started"].iteration == 1
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goal_alignment, = result.metrics.values()
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assert goal_alignment.score == 5.0
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assert events["completed"].agent_id == str(agent.id)
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assert events["completed"].agent_role == agent.role
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assert events["completed"].task_id == str(task.id)
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assert events["completed"].iteration == 1
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assert events["completed"].metric_category == MetricCategory.GOAL_ALIGNMENT
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assert isinstance(events["completed"].score, EvaluationScore)
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assert events["completed"].score.score == 5.0
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expected_feedback = "The agent provided a thorough guide on how to conduct a test task but failed to produce specific expected output"
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assert expected_feedback in goal_alignment.feedback
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results = agent_evaluator.get_evaluation_results()
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assert goal_alignment.raw_response is not None
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assert '"score": 5' in goal_alignment.raw_response
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assert isinstance(results, dict)
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assert len(results.keys()) == 1
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result, = results[agent.role]
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assert isinstance(result, AgentEvaluationResult)
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assert result.agent_id == str(agent.id)
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assert result.task_id == str(task.id)
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goal_alignment, = result.metrics.values()
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assert goal_alignment.score == 5.0
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expected_feedback = "The agent provided a thorough guide on how to conduct a test task but failed to produce specific expected output"
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assert expected_feedback in goal_alignment.feedback
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assert goal_alignment.raw_response is not None
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assert '"score": 5' in goal_alignment.raw_response
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_failed_evaluation(self, mock_crew):
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agent, = mock_crew.agents
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task, = mock_crew.tasks
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with crewai_event_bus.scoped_handlers():
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events = {}
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@crewai_event_bus.on(AgentEvaluationStartedEvent)
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def capture_started(source, event):
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events["started"] = event
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@crewai_event_bus.on(AgentEvaluationCompletedEvent)
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def capture_completed(source, event):
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events["completed"] = event
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@crewai_event_bus.on(AgentEvaluationFailedEvent)
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def capture_failed(source, event):
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events["failed"] = event
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# Create a mock evaluator that will raise an exception
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from crewai.experimental.evaluation.base_evaluator import BaseEvaluator
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from crewai.experimental.evaluation import MetricCategory
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class FailingEvaluator(BaseEvaluator):
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metric_category = MetricCategory.GOAL_ALIGNMENT
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def evaluate(self, agent, task, execution_trace, final_output):
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raise ValueError("Forced evaluation failure")
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agent_evaluator = AgentEvaluator(agents=[agent], evaluators=[FailingEvaluator()])
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mock_crew.kickoff()
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assert events.keys() == {"started", "failed"}
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assert events["started"].agent_id == str(agent.id)
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assert events["started"].agent_role == agent.role
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assert events["started"].task_id == str(task.id)
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assert events["started"].iteration == 1
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assert events["failed"].agent_id == str(agent.id)
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assert events["failed"].agent_role == agent.role
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assert events["failed"].task_id == str(task.id)
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assert events["failed"].iteration == 1
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assert events["failed"].error == "Forced evaluation failure"
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results = agent_evaluator.get_evaluation_results()
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result, = results[agent.role]
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assert isinstance(result, AgentEvaluationResult)
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assert result.agent_id == str(agent.id)
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assert result.task_id == str(task.id)
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assert result.metrics == {}
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